pandas profiling report

Dataset statistics

Number of variables	24
Number of observations	1001
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	187.8 KiB
Average record size in memory	192.1 B

Variable types

Numeric	21
Categorical	3

Alerts

`PAY_0` is highly overall correlated with `PAY_2`	High correlation
`PAY_2` is highly overall correlated with `PAY_0` and 9 other fields	High correlation
`PAY_3` is highly overall correlated with `PAY_2` and 9 other fields	High correlation
`PAY_4` is highly overall correlated with `PAY_2` and 9 other fields	High correlation
`PAY_5` is highly overall correlated with `PAY_2` and 9 other fields	High correlation
`PAY_6` is highly overall correlated with `PAY_2` and 9 other fields	High correlation
`BILL_AMT1` is highly overall correlated with `PAY_2` and 11 other fields	High correlation
`BILL_AMT2` is highly overall correlated with `PAY_2` and 11 other fields	High correlation
`BILL_AMT3` is highly overall correlated with `PAY_2` and 15 other fields	High correlation
`BILL_AMT4` is highly overall correlated with `PAY_2` and 13 other fields	High correlation
`BILL_AMT5` is highly overall correlated with `PAY_2` and 13 other fields	High correlation
`BILL_AMT6` is highly overall correlated with `PAY_3` and 13 other fields	High correlation
`PAY_AMT1` is highly overall correlated with `BILL_AMT1` and 3 other fields	High correlation
`PAY_AMT2` is highly overall correlated with `BILL_AMT3` and 6 other fields	High correlation
`PAY_AMT3` is highly overall correlated with `BILL_AMT1` and 10 other fields	High correlation
`PAY_AMT4` is highly overall correlated with `BILL_AMT3` and 7 other fields	High correlation
`PAY_AMT5` is highly overall correlated with `BILL_AMT3` and 5 other fields	High correlation
`PAY_AMT6` is highly overall correlated with `BILL_AMT3` and 6 other fields	High correlation
`PAY_0` has 473 (47.3%) zeros	Zeros
`PAY_2` has 525 (52.4%) zeros	Zeros
`PAY_3` has 512 (51.1%) zeros	Zeros
`PAY_4` has 538 (53.7%) zeros	Zeros
`PAY_5` has 542 (54.1%) zeros	Zeros
`PAY_6` has 499 (49.9%) zeros	Zeros
`BILL_AMT1` has 75 (7.5%) zeros	Zeros
`BILL_AMT2` has 100 (10.0%) zeros	Zeros
`BILL_AMT3` has 113 (11.3%) zeros	Zeros
`BILL_AMT4` has 131 (13.1%) zeros	Zeros
`BILL_AMT5` has 138 (13.8%) zeros	Zeros
`BILL_AMT6` has 155 (15.5%) zeros	Zeros
`PAY_AMT1` has 183 (18.3%) zeros	Zeros
`PAY_AMT2` has 205 (20.5%) zeros	Zeros
`PAY_AMT3` has 225 (22.5%) zeros	Zeros
`PAY_AMT4` has 233 (23.3%) zeros	Zeros
`PAY_AMT5` has 237 (23.7%) zeros	Zeros
`PAY_AMT6` has 275 (27.5%) zeros	Zeros

Reproduction

Analysis started	2023-09-02 20:30:54.707313
Analysis finished	2023-09-02 20:37:28.564253
Duration	6 minutes and 33.86 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

LIMIT_BAL
Real number (ℝ)

Distinct	56
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	167532.47

Minimum	10000
Maximum	700000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	10000
5-th percentile	20000
Q1	50000
median	140000
Q3	240000
95-th percentile	420000
Maximum	700000
Range	690000
Interquartile range (IQR)	190000

Descriptive statistics

Standard deviation	130587.92
Coefficient of variation (CV)	0.77947829
Kurtosis	0.54433431
Mean	167532.47
Median Absolute Deviation (MAD)	90000
Skewness	1.0110186
Sum	1.677 × 10⁸
Variance	1.7053205 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50000	129	12.9%
20000	58	5.8%
30000	57	5.7%
200000	52	5.2%
80000	44	4.4%
180000	36	3.6%
360000	35	3.5%
100000	33	3.3%
140000	32	3.2%
60000	29	2.9%
Other values (46)	496	49.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10000	13	1.3%
20000	58	5.8%
30000	57	5.7%
40000	10	1.0%
50000	129	12.9%
60000	29	2.9%
70000	23	2.3%
80000	44	4.4%
90000	25	2.5%
100000	33	3.3%

Value	Count	Frequency (%)
700000	1	0.1%
630000	2	0.2%
620000	1	0.1%
610000	1	0.1%
600000	1	0.1%
580000	1	0.1%
510000	2	0.2%
500000	22	2.2%
490000	2	0.2%
480000	2	0.2%

SEX
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

2	590
1	411

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1001
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	2
5th row	2

Common Values

Value	Count	Frequency (%)
2	590	58.9%
1	411	41.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	590	58.9%
1	411	41.1%

Most occurring characters

Value	Count	Frequency (%)
2	590	58.9%
1	411	41.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1001	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	590	58.9%
1	411	41.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	1001	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	590	58.9%
1	411	41.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1001	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	590	58.9%
1	411	41.1%

EDUCATION
Real number (ℝ)

Distinct	6
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7762238

Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	2
95-th percentile	3
Maximum	6
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.75091553
Coefficient of variation (CV)	0.42275953
Kurtosis	1.7150332
Mean	1.7762238
Median Absolute Deviation (MAD)	1
Skewness	0.8750189
Sum	1778
Variance	0.56387413
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2	447	44.7%
1	396	39.6%
3	151	15.1%
5	3	0.3%
4	2	0.2%
6	2	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	396	39.6%
2	447	44.7%
3	151	15.1%
4	2	0.2%
5	3	0.3%
6	2	0.2%

Value	Count	Frequency (%)
6	2	0.2%
5	3	0.3%
4	2	0.2%
3	151	15.1%
2	447	44.7%
1	396	39.6%

MARRIAGE
Categorical

Distinct	4
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

2	570
1	409
3	19
0	3

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1001
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	2
3rd row	2
4th row	2
5th row	1

Common Values

Value	Count	Frequency (%)
2	570	56.9%
1	409	40.9%
3	19	1.9%
0	3	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	570	56.9%
1	409	40.9%
3	19	1.9%
0	3	0.3%

Most occurring characters

Value	Count	Frequency (%)
2	570	56.9%
1	409	40.9%
3	19	1.9%
0	3	0.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1001	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	570	56.9%
1	409	40.9%
3	19	1.9%
0	3	0.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	1001	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	570	56.9%
1	409	40.9%
3	19	1.9%
0	3	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1001	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	570	56.9%
1	409	40.9%
3	19	1.9%
0	3	0.3%

AGE
Real number (ℝ)

Distinct	44
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.945055

Minimum	21
Maximum	75
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	21
5-th percentile	23
Q1	28
median	33
Q3	41
95-th percentile	53
Maximum	75
Range	54
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.2197602
Coefficient of variation (CV)	0.2638359
Kurtosis	0.23723143
Mean	34.945055
Median Absolute Deviation (MAD)	6
Skewness	0.81757011
Sum	34980
Variance	85.003978
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
29	57	5.7%
27	57	5.7%
28	48	4.8%
30	48	4.8%
34	47	4.7%
32	46	4.6%
24	43	4.3%
26	41	4.1%
31	39	3.9%
25	37	3.7%
Other values (34)	538	53.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21	1	0.1%
22	27	2.7%
23	35	3.5%
24	43	4.3%
25	37	3.7%
26	41	4.1%
27	57	5.7%
28	48	4.8%
29	57	5.7%
30	48	4.8%

Value	Count	Frequency (%)
75	1	0.1%
73	1	0.1%
63	1	0.1%
61	1	0.1%
60	3	0.3%
59	3	0.3%
58	6	0.6%
57	6	0.6%
56	10	1.0%
55	7	0.7%

PAY_0
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.004995005

Minimum	-2
Maximum	8
Zeros	473
Zeros (%)	47.3%
Negative	294
Negative (%)	29.4%
Memory size	7.9 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1734458
Coefficient of variation (CV)	-234.92385
Kurtosis	8.0809239
Mean	-0.004995005
Median Absolute Deviation (MAD)	1
Skewness	1.5091582
Sum	-5
Variance	1.376975
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	473	47.3%
-1	214	21.4%
1	137	13.7%
2	83	8.3%
-2	80	8.0%
3	6	0.6%
4	4	0.4%
8	4	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	80	8.0%
-1	214	21.4%
0	473	47.3%
1	137	13.7%
2	83	8.3%
3	6	0.6%
4	4	0.4%
8	4	0.4%

Value	Count	Frequency (%)
8	4	0.4%
4	4	0.4%
3	6	0.6%
2	83	8.3%
1	137	13.7%
0	473	47.3%
-1	214	21.4%
-2	80	8.0%

PAY_2
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.16183816

Minimum	-2
Maximum	7
Zeros	525
Zeros (%)	52.4%
Negative	338
Negative (%)	33.8%
Memory size	7.9 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	7
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.228732
Coefficient of variation (CV)	-7.5923499
Kurtosis	4.3306832
Mean	-0.16183816
Median Absolute Deviation (MAD)	0
Skewness	1.2084102
Sum	-162
Variance	1.5097822
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	525	52.4%
-1	206	20.6%
-2	132	13.2%
2	123	12.3%
3	8	0.8%
7	4	0.4%
5	1	0.1%
4	1	0.1%
1	1	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	132	13.2%
-1	206	20.6%
0	525	52.4%
1	1	0.1%
2	123	12.3%
3	8	0.8%
4	1	0.1%
5	1	0.1%
7	4	0.4%

Value	Count	Frequency (%)
7	4	0.4%
5	1	0.1%
4	1	0.1%
3	8	0.8%
2	123	12.3%
1	1	0.1%
0	525	52.4%
-1	206	20.6%
-2	132	13.2%

PAY_3
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.16483516

Minimum	-2
Maximum	7
Zeros	512
Zeros (%)	51.1%
Negative	347
Negative (%)	34.7%
Memory size	7.9 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	7
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.2624588
Coefficient of variation (CV)	-7.6589167
Kurtosis	3.9520619
Mean	-0.16483516
Median Absolute Deviation (MAD)	0
Skewness	1.2268513
Sum	-165
Variance	1.5938022
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	512	51.1%
-1	208	20.8%
-2	139	13.9%
2	129	12.9%
4	4	0.4%
6	4	0.4%
7	2	0.2%
3	1	0.1%
1	1	0.1%
5	1	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	139	13.9%
-1	208	20.8%
0	512	51.1%
1	1	0.1%
2	129	12.9%
3	1	0.1%
4	4	0.4%
5	1	0.1%
6	4	0.4%
7	2	0.2%

Value	Count	Frequency (%)
7	2	0.2%
6	4	0.4%
5	1	0.1%
4	4	0.4%
3	1	0.1%
2	129	12.9%
1	1	0.1%
0	512	51.1%
-1	208	20.8%
-2	139	13.9%

PAY_4
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.28371628

Minimum	-2
Maximum	7
Zeros	538
Zeros (%)	53.7%
Negative	362
Negative (%)	36.2%
Memory size	7.9 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	7
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1846622
Coefficient of variation (CV)	-4.1755172
Kurtosis	4.4357101
Mean	-0.28371628
Median Absolute Deviation (MAD)	0
Skewness	1.2170372
Sum	-284
Variance	1.4034246
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	538	53.7%
-1	204	20.4%
-2	158	15.8%
2	87	8.7%
3	5	0.5%
5	5	0.5%
4	2	0.2%
7	2	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	158	15.8%
-1	204	20.4%
0	538	53.7%
2	87	8.7%
3	5	0.5%
4	2	0.2%
5	5	0.5%
7	2	0.2%

Value	Count	Frequency (%)
7	2	0.2%
5	5	0.5%
4	2	0.2%
3	5	0.5%
2	87	8.7%
0	538	53.7%
-1	204	20.4%
-2	158	15.8%

PAY_5
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.28371628

Minimum	-2
Maximum	7
Zeros	542
Zeros (%)	54.1%
Negative	356
Negative (%)	35.6%
Memory size	7.9 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	7
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1702242
Coefficient of variation (CV)	-4.1246281
Kurtosis	3.7404585
Mean	-0.28371628
Median Absolute Deviation (MAD)	0
Skewness	1.0532178
Sum	-284
Variance	1.3694246
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	542	54.1%
-1	194	19.4%
-2	162	16.2%
2	90	9.0%
3	5	0.5%
4	5	0.5%
7	2	0.2%
5	1	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	162	16.2%
-1	194	19.4%
0	542	54.1%
2	90	9.0%
3	5	0.5%
4	5	0.5%
5	1	0.1%
7	2	0.2%

Value	Count	Frequency (%)
7	2	0.2%
5	1	0.1%
4	5	0.5%
3	5	0.5%
2	90	9.0%
0	542	54.1%
-1	194	19.4%
-2	162	16.2%

PAY_6
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.31468531

Minimum	-2
Maximum	7
Zeros	499
Zeros (%)	49.9%
Negative	391
Negative (%)	39.1%
Memory size	7.9 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	7
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.2032764
Coefficient of variation (CV)	-3.823745
Kurtosis	3.3288878
Mean	-0.31468531
Median Absolute Deviation (MAD)	1
Skewness	1.0646201
Sum	-315
Variance	1.4478741
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	499	49.9%
-1	218	21.8%
-2	173	17.3%
2	98	9.8%
3	8	0.8%
6	3	0.3%
4	1	0.1%
7	1	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	173	17.3%
-1	218	21.8%
0	499	49.9%
2	98	9.8%
3	8	0.8%
4	1	0.1%
6	3	0.3%
7	1	0.1%

Value	Count	Frequency (%)
7	1	0.1%
6	3	0.3%
4	1	0.1%
3	8	0.8%
2	98	9.8%
0	499	49.9%
-1	218	21.8%
-2	173	17.3%

BILL_AMT1
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	904
Distinct (%)	90.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49386.738

Minimum	-14386
Maximum	507726
Zeros	75
Zeros (%)	7.5%
Negative	22
Negative (%)	2.2%
Memory size	7.9 KiB

Quantile statistics

Minimum	-14386
5-th percentile	0
Q1	3128
median	21075
Q3	59901
95-th percentile	199436
Maximum	507726
Range	522112
Interquartile range (IQR)	56773

Descriptive statistics

Standard deviation	72657.966
Coefficient of variation (CV)	1.471204
Kurtosis	8.9708107
Mean	49386.738
Median Absolute Deviation (MAD)	20679
Skewness	2.6710274
Sum	49436125
Variance	5.2791801 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	75	7.5%
390	8	0.8%
780	4	0.4%
396	3	0.3%
316	3	0.3%
650	2	0.2%
550	2	0.2%
1261	2	0.2%
1440	2	0.2%
2000	2	0.2%
Other values (894)	898	89.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-14386	1	0.1%
-2000	1	0.1%
-1312	1	0.1%
-1100	1	0.1%
-946	1	0.1%
-709	1	0.1%
-475	1	0.1%
-288	1	0.1%
-200	2	0.2%
-190	1	0.1%

Value	Count	Frequency (%)
507726	1	0.1%
507062	1	0.1%
471814	1	0.1%
467150	1	0.1%
422069	1	0.1%
400134	1	0.1%
386405	1	0.1%
367965	1	0.1%
366193	1	0.1%
355215	1	0.1%

BILL_AMT2
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	875
Distinct (%)	87.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47879.346

Minimum	-13543
Maximum	509229
Zeros	100
Zeros (%)	10.0%
Negative	24
Negative (%)	2.4%
Memory size	7.9 KiB

Quantile statistics

Minimum	-13543
5-th percentile	0
Q1	3274
median	20400
Q3	58472
95-th percentile	196143
Maximum	509229
Range	522772
Interquartile range (IQR)	55198

Descriptive statistics

Standard deviation	72090.718
Coefficient of variation (CV)	1.5056747
Kurtosis	9.6830793
Mean	47879.346
Median Absolute Deviation (MAD)	20084
Skewness	2.7771264
Sum	47927225
Variance	5.1970716 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	100	10.0%
390	5	0.5%
300	4	0.4%
780	4	0.4%
316	4	0.4%
396	3	0.3%
1261	3	0.3%
291	3	0.3%
-200	3	0.3%
1648	2	0.2%
Other values (865)	870	86.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-13543	1	0.1%
-9850	1	0.1%
-1100	1	0.1%
-1041	1	0.1%
-946	1	0.1%
-818	1	0.1%
-709	1	0.1%
-707	1	0.1%
-425	1	0.1%
-303	1	0.1%

Value	Count	Frequency (%)
509229	1	0.1%
491956	1	0.1%
478380	1	0.1%
458862	1	0.1%
431342	1	0.1%
412023	1	0.1%
398857	1	0.1%
387910	1	0.1%
372700	1	0.1%
363325	1	0.1%

BILL_AMT3
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	863
Distinct (%)	86.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44925.682

Minimum	-9850
Maximum	499936
Zeros	113
Zeros (%)	11.3%
Negative	22
Negative (%)	2.2%
Memory size	7.9 KiB

Quantile statistics

Minimum	-9850
5-th percentile	0
Q1	1940
median	19292
Q3	54477
95-th percentile	186292
Maximum	499936
Range	509786
Interquartile range (IQR)	52537

Descriptive statistics

Standard deviation	69545.948
Coefficient of variation (CV)	1.5480221
Kurtosis	10.630694
Mean	44925.682
Median Absolute Deviation (MAD)	18902
Skewness	2.9014972
Sum	44970608
Variance	4.8366389 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	113	11.3%
390	8	0.8%
-2	3	0.3%
316	3	0.3%
396	3	0.3%
780	3	0.3%
29366	2	0.2%
664	2	0.2%
18122	2	0.2%
8441	2	0.2%
Other values (853)	860	85.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9850	1	0.1%
-2697	1	0.1%
-1690	1	0.1%
-946	1	0.1%
-709	1	0.1%
-684	1	0.1%
-527	1	0.1%
-387	1	0.1%
-288	1	0.1%
-281	1	0.1%

Value	Count	Frequency (%)
499936	1	0.1%
479432	1	0.1%
469703	1	0.1%
445007	1	0.1%
430637	1	0.1%
404205	1	0.1%
395612	1	0.1%
375948	1	0.1%
375070	1	0.1%
373181	1	0.1%

BILL_AMT4
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	846
Distinct (%)	84.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40748.409

Minimum	-3684
Maximum	628699
Zeros	131
Zeros (%)	13.1%
Negative	22
Negative (%)	2.2%
Memory size	7.9 KiB

Quantile statistics

Minimum	-3684
5-th percentile	0
Q1	1423
median	17710
Q3	48851
95-th percentile	167163
Maximum	628699
Range	632383
Interquartile range (IQR)	47428

Descriptive statistics

Standard deviation	68206.93
Coefficient of variation (CV)	1.6738551
Kurtosis	17.864868
Mean	40748.409
Median Absolute Deviation (MAD)	17314
Skewness	3.5782032
Sum	40789157
Variance	4.6521852 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	131	13.1%
390	7	0.7%
316	5	0.5%
300	3	0.3%
792	2	0.2%
-2	2	0.2%
362	2	0.2%
5400	2	0.2%
2303	2	0.2%
5818	2	0.2%
Other values (836)	843	84.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3684	1	0.1%
-2898	1	0.1%
-2618	1	0.1%
-946	1	0.1%
-923	1	0.1%
-828	1	0.1%
-810	1	0.1%
-387	1	0.1%
-288	1	0.1%
-281	1	0.1%

Value	Count	Frequency (%)
628699	1	0.1%
542653	1	0.1%
505507	1	0.1%
487066	1	0.1%
479978	1	0.1%
447130	1	0.1%
386295	1	0.1%
376657	1	0.1%
360199	1	0.1%
354839	1	0.1%

BILL_AMT5
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	833
Distinct (%)	83.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39078.666

Minimum	-28335
Maximum	484612
Zeros	138
Zeros (%)	13.8%
Negative	26
Negative (%)	2.6%
Memory size	7.9 KiB

Quantile statistics

Minimum	-28335
5-th percentile	0
Q1	1206
median	17580
Q3	46404
95-th percentile	165725
Maximum	484612
Range	512947
Interquartile range (IQR)	45198

Descriptive statistics

Standard deviation	63108.239
Coefficient of variation (CV)	1.6149026
Kurtosis	12.846901
Mean	39078.666
Median Absolute Deviation (MAD)	17183
Skewness	3.1071798
Sum	39117745
Variance	3.9826498 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	138	13.8%
390	8	0.8%
150	3	0.3%
2000	3	0.3%
396	3	0.3%
316	3	0.3%
19450	2	0.2%
792	2	0.2%
-10	2	0.2%
1980	2	0.2%
Other values (823)	835	83.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-28335	1	0.1%
-5000	1	0.1%
-3272	1	0.1%
-1488	1	0.1%
-1005	1	0.1%
-946	1	0.1%
-783	1	0.1%
-679	1	0.1%
-527	1	0.1%
-420	1	0.1%

Value	Count	Frequency (%)
484612	1	0.1%
483003	1	0.1%
471145	1	0.1%
440982	1	0.1%
369532	1	0.1%
356656	1	0.1%
356636	1	0.1%
356206	1	0.1%
335760	1	0.1%
315820	1	0.1%

BILL_AMT6
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	821
Distinct (%)	82.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38012.012

Minimum	-339603
Maximum	473944
Zeros	155
Zeros (%)	15.5%
Negative	18
Negative (%)	1.8%
Memory size	7.9 KiB

Quantile statistics

Minimum	-339603
5-th percentile	0
Q1	830
median	15846
Q3	46557
95-th percentile	167964
Maximum	473944
Range	813547
Interquartile range (IQR)	45727

Descriptive statistics

Standard deviation	63074.415
Coefficient of variation (CV)	1.6593285
Kurtosis	12.168596
Mean	38012.012
Median Absolute Deviation (MAD)	15646
Skewness	2.6366912
Sum	38050024
Variance	3.9783818 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	155	15.5%
390	8	0.8%
316	4	0.4%
150	4	0.4%
291	3	0.3%
780	3	0.3%
1320	3	0.3%
-2	2	0.2%
101299	2	0.2%
-200	2	0.2%
Other values (811)	815	81.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-339603	1	0.1%
-3272	1	0.1%
-1884	1	0.1%
-946	1	0.1%
-780	1	0.1%
-304	1	0.1%
-281	1	0.1%
-246	1	0.1%
-200	2	0.2%
-189	1	0.1%

Value	Count	Frequency (%)
473944	1	0.1%
469961	1	0.1%
434715	1	0.1%
419643	1	0.1%
367399	1	0.1%
364089	1	0.1%
352257	1	0.1%
330121	1	0.1%
309959	1	0.1%
305498	1	0.1%

PAY_AMT1
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	522
Distinct (%)	52.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5382.3397

Minimum	0
Maximum	199646
Zeros	183
Zeros (%)	18.3%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1000
median	2184
Q3	5090
95-th percentile	20000
Maximum	199646
Range	199646
Interquartile range (IQR)	4090

Descriptive statistics

Standard deviation	12180.755
Coefficient of variation (CV)	2.2630967
Kurtosis	88.348075
Mean	5382.3397
Median Absolute Deviation (MAD)	1944
Skewness	7.7498929
Sum	5387722
Variance	1.483708 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	183	18.3%
2000	39	3.9%
3000	32	3.2%
2500	20	2.0%
10000	19	1.9%
5000	17	1.7%
1000	16	1.6%
1500	13	1.3%
4000	11	1.1%
1800	9	0.9%
Other values (512)	642	64.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	183	18.3%
1	1	0.1%
39	2	0.2%
92	1	0.1%
100	1	0.1%
105	1	0.1%
131	1	0.1%
138	1	0.1%
157	1	0.1%
165	1	0.1%

Value	Count	Frequency (%)
199646	1	0.1%
120093	1	0.1%
120041	1	0.1%
90000	1	0.1%
81690	1	0.1%
80000	2	0.2%
70010	1	0.1%
67650	1	0.1%
57087	1	0.1%
55000	1	0.1%

PAY_AMT2
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	520
Distinct (%)	51.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5051.4006

Minimum	0
Maximum	285138
Zeros	205
Zeros (%)	20.5%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	390
median	1710
Q3	4500
95-th percentile	16025
Maximum	285138
Range	285138
Interquartile range (IQR)	4110

Descriptive statistics

Standard deviation	15626.153
Coefficient of variation (CV)	3.0934298
Kurtosis	151.07827
Mean	5051.4006
Median Absolute Deviation (MAD)	1710
Skewness	10.752948
Sum	5056452
Variance	2.4417666 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	205	20.5%
2000	29	2.9%
3000	27	2.7%
5000	27	2.7%
1500	26	2.6%
1000	24	2.4%
1600	12	1.2%
1400	10	1.0%
1200	10	1.0%
390	9	0.9%
Other values (510)	622	62.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	205	20.5%
1	1	0.1%
2	2	0.2%
3	1	0.1%
5	1	0.1%
7	1	0.1%
10	1	0.1%
11	1	0.1%
12	1	0.1%
15	1	0.1%

Value	Count	Frequency (%)
285138	1	0.1%
199982	1	0.1%
177671	1	0.1%
145000	1	0.1%
104279	1	0.1%
88678	1	0.1%
84440	1	0.1%
75720	1	0.1%
55693	1	0.1%
52110	1	0.1%

PAY_AMT3
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	496
Distinct (%)	49.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4176.1499

Minimum	0
Maximum	133657
Zeros	225
Zeros (%)	22.5%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	228
median	1206
Q3	3720
95-th percentile	14328
Maximum	133657
Range	133657
Interquartile range (IQR)	3492

Descriptive statistics

Standard deviation	10514.648
Coefficient of variation (CV)	2.517785
Kurtosis	59.690678
Mean	4176.1499
Median Absolute Deviation (MAD)	1206
Skewness	6.7443772
Sum	4180326
Variance	1.1055781 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	225	22.5%
1000	50	5.0%
2000	38	3.8%
3000	35	3.5%
5000	22	2.2%
1500	12	1.2%
10000	10	1.0%
6000	10	1.0%
500	9	0.9%
1100	9	0.9%
Other values (486)	581	58.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	225	22.5%
3	1	0.1%
27	1	0.1%
28	1	0.1%
50	1	0.1%
54	1	0.1%
87	1	0.1%
91	1	0.1%
100	1	0.1%
116	1	0.1%

Value	Count	Frequency (%)
133657	1	0.1%
130000	1	0.1%
89000	1	0.1%
80000	1	0.1%
75940	1	0.1%
74354	1	0.1%
68454	1	0.1%
65840	1	0.1%
62520	1	0.1%
61411	1	0.1%

PAY_AMT4
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	482
Distinct (%)	48.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4671.4885

Minimum	0
Maximum	188840
Zeros	233
Zeros (%)	23.3%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	148
median	1398
Q3	4000
95-th percentile	17000
Maximum	188840
Range	188840
Interquartile range (IQR)	3852

Descriptive statistics

Standard deviation	13269.944
Coefficient of variation (CV)	2.8406243
Kurtosis	70.527373
Mean	4671.4885
Median Absolute Deviation (MAD)	1398
Skewness	7.4547752
Sum	4676160
Variance	1.7609141 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	233	23.3%
1000	43	4.3%
2000	35	3.5%
5000	24	2.4%
3000	24	2.4%
1500	18	1.8%
4000	16	1.6%
500	13	1.3%
2500	11	1.1%
390	8	0.8%
Other values (472)	576	57.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	233	23.3%
6	3	0.3%
7	1	0.1%
17	1	0.1%
25	1	0.1%
64	1	0.1%
69	1	0.1%
74	1	0.1%
92	1	0.1%
98	1	0.1%

Value	Count	Frequency (%)
188840	1	0.1%
146900	1	0.1%
107591	1	0.1%
100000	2	0.2%
99669	1	0.1%
99000	1	0.1%
97441	1	0.1%
88348	1	0.1%
80552	1	0.1%
79377	1	0.1%

PAY_AMT5
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	480
Distinct (%)	48.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5331.05

Minimum	0
Maximum	195599
Zeros	237
Zeros (%)	23.7%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	189
median	1306
Q3	3745
95-th percentile	17000
Maximum	195599
Range	195599
Interquartile range (IQR)	3556

Descriptive statistics

Standard deviation	16812.537
Coefficient of variation (CV)	3.1537009
Kurtosis	58.238593
Mean	5331.05
Median Absolute Deviation (MAD)	1306
Skewness	7.0346324
Sum	5336381
Variance	2.826614 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	237	23.7%
1000	41	4.1%
3000	35	3.5%
2000	32	3.2%
1500	24	2.4%
5000	19	1.9%
4000	12	1.2%
500	9	0.9%
1200	8	0.8%
3500	8	0.8%
Other values (470)	576	57.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	237	23.7%
12	1	0.1%
60	1	0.1%
91	1	0.1%
100	1	0.1%
150	4	0.4%
160	1	0.1%
162	1	0.1%
169	1	0.1%
175	1	0.1%

Value	Count	Frequency (%)
195599	1	0.1%
184922	1	0.1%
162000	1	0.1%
160719	1	0.1%
133841	1	0.1%
132200	1	0.1%
130291	1	0.1%
101005	1	0.1%
100000	3	0.3%
85900	1	0.1%

PAY_AMT6
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	436
Distinct (%)	43.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5090.7043

Minimum	0
Maximum	528666
Zeros	275
Zeros (%)	27.5%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1250
Q3	3784
95-th percentile	13770
Maximum	528666
Range	528666
Interquartile range (IQR)	3784

Descriptive statistics

Standard deviation	23658.888
Coefficient of variation (CV)	4.6474685
Kurtosis	289.91556
Mean	5090.7043
Median Absolute Deviation (MAD)	1250
Skewness	15.241538
Sum	5095795
Variance	5.5974298 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	275	27.5%
2000	50	5.0%
1000	49	4.9%
3000	28	2.8%
5000	25	2.5%
1500	15	1.5%
2500	15	1.5%
4000	12	1.2%
10000	12	1.2%
6000	9	0.9%
Other values (426)	511	51.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	275	27.5%
1	1	0.1%
3	1	0.1%
4	1	0.1%
60	1	0.1%
62	1	0.1%
66	2	0.2%
95	1	0.1%
100	2	0.2%
102	2	0.2%

Value	Count	Frequency (%)
528666	1	0.1%
345293	1	0.1%
185652	1	0.1%
167000	1	0.1%
153504	1	0.1%
126685	1	0.1%
105700	1	0.1%
77195	1	0.1%
68978	1	0.1%
67619	1	0.1%

default payment next month
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

0	787
1	214

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1001
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	787	78.6%
1	214	21.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	787	78.6%
1	214	21.4%

Most occurring characters

Value	Count	Frequency (%)
0	787	78.6%
1	214	21.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1001	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	787	78.6%
1	214	21.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	1001	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	787	78.6%
1	214	21.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1001	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	787	78.6%
1	214	21.4%

Auto

Heatmap
Table

	LIMIT_BAL	EDUCATION	AGE	PAY_0	PAY_2	PAY_3	PAY_4	PAY_5	PAY_6	BILL_AMT1	BILL_AMT2	BILL_AMT3	BILL_AMT4	BILL_AMT5	BILL_AMT6	PAY_AMT1	PAY_AMT2	PAY_AMT3	PAY_AMT4	PAY_AMT5	PAY_AMT6	SEX	MARRIAGE	default payment next month
LIMIT_BAL	1.000	-0.234	0.233	-0.187	-0.286	-0.294	-0.282	-0.280	-0.284	0.058	0.077	0.072	0.067	0.069	0.089	0.289	0.242	0.263	0.233	0.302	0.293	0.107	0.063	0.000
EDUCATION	-0.234	1.000	0.159	0.112	0.226	0.208	0.211	0.177	0.195	0.150	0.139	0.129	0.132	0.136	0.117	-0.013	0.001	-0.028	0.023	-0.018	0.024	0.073	0.118	0.000
AGE	0.233	0.159	1.000	-0.063	-0.087	-0.097	-0.071	-0.055	-0.062	-0.009	-0.015	0.001	-0.006	0.010	0.015	0.039	0.097	0.032	0.023	0.058	0.051	0.119	0.304	0.073
PAY_0	-0.187	0.112	-0.063	1.000	0.526	0.472	0.425	0.396	0.401	0.264	0.285	0.277	0.279	0.273	0.279	-0.101	-0.059	-0.045	-0.019	-0.019	-0.009	0.000	0.000	0.377
PAY_2	-0.286	0.226	-0.087	0.526	1.000	0.799	0.709	0.687	0.649	0.586	0.567	0.543	0.549	0.505	0.483	0.061	0.127	0.178	0.125	0.113	0.158	0.000	0.000	0.256
PAY_3	-0.294	0.208	-0.097	0.472	0.799	1.000	0.790	0.721	0.680	0.540	0.598	0.579	0.573	0.548	0.515	0.250	0.071	0.175	0.174	0.159	0.178	0.000	0.000	0.253
PAY_4	-0.282	0.211	-0.071	0.425	0.709	0.790	1.000	0.837	0.770	0.545	0.569	0.664	0.665	0.628	0.593	0.177	0.288	0.160	0.214	0.190	0.235	0.000	0.032	0.221
PAY_5	-0.280	0.177	-0.055	0.396	0.687	0.721	0.837	1.000	0.818	0.510	0.528	0.606	0.674	0.636	0.582	0.144	0.256	0.321	0.158	0.199	0.250	0.057	0.029	0.234
PAY_6	-0.284	0.195	-0.062	0.401	0.649	0.680	0.770	0.818	1.000	0.510	0.535	0.602	0.645	0.695	0.655	0.158	0.255	0.275	0.345	0.165	0.278	0.042	0.000	0.140
BILL_AMT1	0.058	0.150	-0.009	0.264	0.586	0.540	0.545	0.510	0.510	1.000	0.905	0.861	0.812	0.766	0.755	0.514	0.481	0.511	0.461	0.440	0.461	0.063	0.000	0.000
BILL_AMT2	0.077	0.139	-0.015	0.285	0.567	0.598	0.569	0.528	0.535	0.905	1.000	0.892	0.841	0.789	0.781	0.655	0.482	0.514	0.474	0.464	0.484	0.000	0.000	0.000
BILL_AMT3	0.072	0.129	0.001	0.277	0.543	0.579	0.664	0.606	0.602	0.861	0.892	1.000	0.909	0.860	0.830	0.528	0.633	0.551	0.528	0.501	0.517	0.000	0.000	0.000
BILL_AMT4	0.067	0.132	-0.006	0.279	0.549	0.573	0.665	0.674	0.645	0.812	0.841	0.909	1.000	0.901	0.853	0.483	0.563	0.662	0.530	0.496	0.537	0.066	0.000	0.068
BILL_AMT5	0.069	0.136	0.010	0.273	0.505	0.548	0.628	0.636	0.695	0.766	0.789	0.860	0.901	1.000	0.889	0.459	0.543	0.570	0.675	0.493	0.575	0.072	0.000	0.054
BILL_AMT6	0.089	0.117	0.015	0.279	0.483	0.515	0.593	0.582	0.655	0.755	0.781	0.830	0.853	0.889	1.000	0.457	0.535	0.554	0.602	0.675	0.582	0.031	0.000	0.090
PAY_AMT1	0.289	-0.013	0.039	-0.101	0.061	0.250	0.177	0.144	0.158	0.514	0.655	0.528	0.483	0.459	0.457	1.000	0.461	0.516	0.474	0.485	0.458	0.000	0.008	0.035
PAY_AMT2	0.242	0.001	0.097	-0.059	0.127	0.071	0.288	0.256	0.255	0.481	0.482	0.633	0.563	0.543	0.535	0.461	1.000	0.542	0.582	0.524	0.498	0.089	0.000	0.095
PAY_AMT3	0.263	-0.028	0.032	-0.045	0.178	0.175	0.160	0.321	0.275	0.511	0.514	0.551	0.662	0.570	0.554	0.516	0.542	1.000	0.538	0.542	0.557	0.036	0.000	0.000
PAY_AMT4	0.233	0.023	0.023	-0.019	0.125	0.174	0.214	0.158	0.345	0.461	0.474	0.528	0.530	0.675	0.602	0.474	0.582	0.538	1.000	0.524	0.575	0.000	0.000	0.000
PAY_AMT5	0.302	-0.018	0.058	-0.019	0.113	0.159	0.190	0.199	0.165	0.440	0.464	0.501	0.496	0.493	0.675	0.485	0.524	0.542	0.524	1.000	0.554	0.094	0.000	0.034
PAY_AMT6	0.293	0.024	0.051	-0.009	0.158	0.178	0.235	0.250	0.278	0.461	0.484	0.517	0.537	0.575	0.582	0.458	0.498	0.557	0.575	0.554	1.000	0.015	0.000	0.046
SEX	0.107	0.073	0.119	0.000	0.000	0.000	0.000	0.057	0.042	0.063	0.000	0.000	0.066	0.072	0.031	0.000	0.089	0.036	0.000	0.094	0.015	1.000	0.053	0.036
MARRIAGE	0.063	0.118	0.304	0.000	0.000	0.000	0.032	0.029	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.008	0.000	0.000	0.000	0.000	0.000	0.053	1.000	0.000
default payment next month	0.000	0.000	0.073	0.377	0.256	0.253	0.221	0.234	0.140	0.000	0.000	0.000	0.068	0.054	0.090	0.035	0.095	0.000	0.000	0.034	0.046	0.036	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	LIMIT_BAL	SEX	EDUCATION	MARRIAGE	AGE	PAY_0	PAY_2	PAY_3	PAY_4	PAY_5	PAY_6	BILL_AMT1	BILL_AMT2	BILL_AMT3	BILL_AMT4	BILL_AMT5	BILL_AMT6	PAY_AMT1	PAY_AMT2	PAY_AMT3	PAY_AMT4	PAY_AMT5	PAY_AMT6	default payment next month
0	50000	1	2	1	57	-1	0	-1	0	0	0	8617	5670	35835	20940	19146	19131	2000	36681	10000	9000	689	679	0
1	50000	1	1	2	37	0	0	0	0	0	0	64400	57069	57608	19394	19619	20024	2500	1815	657	1000	1000	800	0
2	500000	1	1	2	29	0	0	0	0	0	0	367965	412023	445007	542653	483003	473944	55000	40000	38000	20239	13750	13770	0
3	100000	2	2	2	23	0	-1	-1	0	0	-1	11876	380	601	221	-159	567	380	601	0	581	1687	1542	0
4	140000	2	3	1	28	0	0	2	0	0	0	11285	14096	12108	12211	11793	3719	3329	0	432	1000	1000	1000	0
5	20000	1	3	2	35	-2	-2	-2	-2	-1	-1	0	0	0	0	13007	13912	0	0	0	13007	1122	0	0
6	200000	2	3	2	34	0	0	2	0	0	-1	11073	9787	5535	2513	1828	3731	2306	12	50	300	3738	66	0
7	260000	2	1	2	51	-1	-1	-1	-1	-1	2	12261	21670	9966	8517	22287	13668	21818	9966	8583	22301	0	3640	0
8	630000	2	2	2	41	-1	0	-1	-1	-1	-1	12137	6500	6500	6500	6500	2870	1000	6500	6500	6500	2870	0	0
9	70000	1	2	2	30	1	2	2	0	0	2	65802	67369	65701	66782	36137	36894	3200	0	3000	3000	1500	0	1

	LIMIT_BAL	SEX	EDUCATION	MARRIAGE	AGE	PAY_0	PAY_2	PAY_3	PAY_4	PAY_5	PAY_6	BILL_AMT1	BILL_AMT2	BILL_AMT3	BILL_AMT4	BILL_AMT5	BILL_AMT6	PAY_AMT1	PAY_AMT2	PAY_AMT3	PAY_AMT4	PAY_AMT5	PAY_AMT6	default payment next month
991	200000	1	1	2	39	-2	-2	-2	-2	-2	-2	-200	-200	-200	0	60800	0	0	0	200	60800	0	0	0
992	140000	1	1	1	45	0	0	0	0	2	2	39716	40799	41853	44452	45433	46383	1600	1600	3169	1700	1700	1495	0
993	360000	1	1	1	38	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
994	50000	2	2	2	23	-1	-1	-1	0	-1	-1	780	0	780	390	390	500	0	780	0	390	500	18300	1
995	120000	1	2	2	25	2	2	0	0	0	0	113348	110119	111700	83858	86434	88802	0	5000	3158	3934	3802	2000	0
996	100000	1	2	1	29	0	0	0	0	-1	-1	94453	95860	67782	-2618	95748	101299	3320	5000	0	100000	7186	0	0
997	200000	2	2	1	28	0	0	0	0	0	0	81865	86790	8441	97041	103541	3632	5000	2000	89000	6500	91	1504	0
998	90000	2	2	1	40	-1	-1	-1	-1	-1	-1	4989	-818	1114	657	1332	780	0	2806	2256	2274	780	0	0
999	360000	1	1	2	36	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
1000	150000	2	3	2	30	-2	-2	-2	-2	-2	-2	456	9664	3420	2527	0	0	9664	3420	2612	0	0	0	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample